Complete result settings for EachMovie dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
| Split Penalty | Standard Deviation | L1 Penalty | Initial Evidence | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
| 2 | 0.5 | 1 | 10 | -25.586572 | -28.619237 | -26.061943 | 17042 | 22856 | 6144 | 61831.026254 |
| 10 | 0.5 | 0.1 | 10 | -25.532370 | -28.549776 | -25.988557 | 16722 | 22402 | 6018 | 62335.145617 |
| 10 | 0.5 | 0.5 | 10 | -25.683932 | -28.612056 | -26.063714 | 16369 | 21771 | 5906 | 62406.439778 |
| 5 | 0.5 | 1 | 10 | -25.592268 | -28.552850 | -26.060378 | 16659 | 22177 | 6022 | 62413.960635 |
| 5 | 0.5 | 2 | 10 | -25.686489 | -28.543960 | -26.051810 | 16589 | 22265 | 5960 | 62489.637130 |
| 2 | 0.5 | 0.1 | 10 | -25.614798 | -28.766072 | -26.131842 | 16979 | 22625 | 6150 | 62517.951825 |
| 2 | 0.5 | 0.5 | 10 | -25.675785 | -28.643690 | -26.112848 | 16644 | 22156 | 6016 | 62536.871950 |
| 2 | 0.5 | 2 | 20 | -25.078489 | -28.108647 | -25.619776 | 26396 | 35969 | 9890 | 62726.836071 |
| 10 | 0.5 | 1 | 10 | -25.610154 | -28.537949 | -26.018837 | 16469 | 21911 | 5946 | 62773.183025 |
| 10 | 0.5 | 2 | 10 | -25.723397 | -28.532594 | -26.021620 | 16364 | 21764 | 5904 | 62868.003610 |
| 2 | 0.5 | 0.1 | 20 | -25.002422 | -28.301603 | -25.734972 | 26614 | 36114 | 10004 | 62862.917383 |
| 2 | 0.5 | 1 | 20 | -24.993475 | -28.149799 | -25.644733 | 26489 | 35939 | 9954 | 62946.779634 |
| 5 | 0.5 | 0.5 | 10 | -25.646489 | -28.593867 | -26.073230 | 16534 | 22002 | 5972 | 62985.734712 |
| 5 | 0.5 | 0.1 | 10 | -25.590001 | -28.634088 | -26.088070 | 16970 | 22888 | 6084 | 63002.832113 |
| 5 | 0.5 | 0.1 | 20 | -25.048885 | -28.256195 | -25.704470 | 26299 | 35673 | 9878 | 63337.890176 |
| 10 | 0.5 | 0.1 | 20 | -25.101372 | -28.252183 | -25.691079 | 26174 | 35498 | 9828 | 63953.876531 |
| 5 | 0.5 | 2 | 20 | -25.121563 | -28.111196 | -25.616330 | 26242 | 35752 | 9832 | 64412.786767 |
| 2 | 0.5 | 0.5 | 20 | -25.043278 | -28.217743 | -25.691220 | 26164 | 35484 | 9824 | 64905.470868 |
| 5 | 0.5 | 1 | 20 | -25.042303 | -28.146108 | -25.629133 | 26249 | 35603 | 9858 | 65360.810645 |
| 2 | 0.5 | 0.5 | 40 | -24.166015 | -28.033802 | -25.553211 | 45129 | 62035 | 17410 | 65363.383254 |
| 5 | 0.5 | 0.5 | 20 | -25.044438 | -28.217794 | -25.691760 | 26159 | 35477 | 9822 | 65443.135131 |
| 2 | 0.5 | 1 | 40 | -24.240313 | -27.896179 | -25.423230 | 45099 | 61993 | 17398 | 67099.536319 |
| 5 | 0.5 | 0.5 | 40 | -24.183701 | -28.032001 | -25.539413 | 45054 | 61930 | 17380 | 67697.054482 |
| 10 | 0.5 | 1 | 20 | -25.078442 | -28.149763 | -25.621581 | 26164 | 35484 | 9824 | 68121.839905 |
| 2 | 0.5 | 0.1 | 40 | -24.231625 | -28.061881 | -25.526276 | 45179 | 62105 | 17430 | 69264.633174 |
| 2 | 0.5 | 2 | 40 | -24.387156 | -27.809477 | -25.316688 | 45049 | 61923 | 17378 | 70828.539425 |
| 5 | 0.5 | 0.1 | 40 | -24.294644 | -28.010754 | -25.468762 | 45059 | 61937 | 17382 | 70857.261058 |
| 5 | 0.5 | 1 | 40 | -24.249013 | -27.898031 | -25.425606 | 45054 | 61930 | 17380 | 72024.286643 |
| 5 | 0.5 | 2 | 40 | -24.387156 | -27.809477 | -25.316688 | 45049 | 61923 | 17378 | 74918.102716 |
| 10 | 0.5 | 2 | 40 | -24.387156 | -27.809477 | -25.316688 | 45049 | 61923 | 17378 | 79299.778601 |
| 10 | 0.5 | 0.5 | 20 | -25.041115 | -28.219069 | -25.695834 | 26164 | 35484 | 9824 | 84529.439571 |
| 10 | 0.5 | 2 | 20 | -25.125944 | -28.119409 | -25.615276 | 26164 | 35484 | 9824 | 85343.964744 |